Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 204 |
| Missing cells | 58 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 41.6 KiB |
| Average record size in memory | 208.6 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 13 |
aspiration is highly overall correlated with bore and 3 other fields | High correlation |
body-style is highly overall correlated with height and 2 other fields | High correlation |
bore is highly overall correlated with aspiration and 15 other fields | High correlation |
city-mpg is highly overall correlated with bore and 7 other fields | High correlation |
compression-ratio is highly overall correlated with fuel-system and 4 other fields | High correlation |
curb-weight is highly overall correlated with bore and 8 other fields | High correlation |
drive-wheels is highly overall correlated with engine-size and 5 other fields | High correlation |
engine-location is highly overall correlated with bore and 3 other fields | High correlation |
engine-size is highly overall correlated with bore and 13 other fields | High correlation |
engine-type is highly overall correlated with bore and 5 other fields | High correlation |
fuel-system is highly overall correlated with aspiration and 10 other fields | High correlation |
fuel-type is highly overall correlated with bore and 4 other fields | High correlation |
height is highly overall correlated with body-style and 5 other fields | High correlation |
highway-mpg is highly overall correlated with bore and 10 other fields | High correlation |
horsepower is highly overall correlated with fuel-system and 4 other fields | High correlation |
length is highly overall correlated with bore and 9 other fields | High correlation |
make is highly overall correlated with bore and 8 other fields | High correlation |
normalized-losses is highly overall correlated with num-of-cylinders and 2 other fields | High correlation |
num-of-cylinders is highly overall correlated with compression-ratio and 8 other fields | High correlation |
num-of-doors is highly overall correlated with body-style and 3 other fields | High correlation |
peak-rpm is highly overall correlated with aspiration and 9 other fields | High correlation |
price is highly overall correlated with bore and 9 other fields | High correlation |
stroke is highly overall correlated with aspiration and 15 other fields | High correlation |
symboling is highly overall correlated with body-style and 3 other fields | High correlation |
wheel-base is highly overall correlated with bore and 9 other fields | High correlation |
width is highly overall correlated with bore and 9 other fields | High correlation |
fuel-type is highly imbalanced (53.7%) | Imbalance |
engine-location is highly imbalanced (88.9%) | Imbalance |
num-of-cylinders is highly imbalanced (57.5%) | Imbalance |
normalized-losses has 40 (19.6%) missing values | Missing |
bore has 4 (2.0%) missing values | Missing |
stroke has 4 (2.0%) missing values | Missing |
price has 4 (2.0%) missing values | Missing |
symboling has 67 (32.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-01 12:11:09.185887 |
|---|---|
| Analysis finished | 2023-12-01 12:11:24.692804 |
| Duration | 15.51 seconds |
| Software version | ydata-profiling vv4.6.2 |
| Download configuration | config.json |
symboling
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.82352941 |
| Minimum | -2 |
|---|---|
| Maximum | 3 |
| Zeros | 67 |
| Zeros (%) | 32.8% |
| Negative | 25 |
| Negative (%) | 12.3% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2390348 |
|---|---|
| Coefficient of variation (CV) | 1.5045422 |
| Kurtosis | -0.65623569 |
| Mean | 0.82352941 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.2147495 |
| Sum | 168 |
| Variance | 1.5352072 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 67 | |
| 1 | 54 | |
| 2 | 32 | |
| 3 | 26 | 12.7% |
| -1 | 22 | 10.8% |
| -2 | 3 | 1.5% |
| Value | Count | Frequency (%) |
| -2 | 3 | 1.5% |
| -1 | 22 | 10.8% |
| 0 | 67 | |
| 1 | 54 | |
| 2 | 32 | |
| 3 | 26 | 12.7% |
| Value | Count | Frequency (%) |
| 3 | 26 | 12.7% |
| 2 | 32 | |
| 1 | 54 | |
| 0 | 67 | |
| -1 | 22 | 10.8% |
| -2 | 3 | 1.5% |
normalized-losses
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 51 |
|---|---|
| Distinct (%) | 31.1% |
| Missing | 40 |
| Missing (%) | 19.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122 |
| Minimum | 65 |
|---|---|
| Maximum | 256 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 65 |
|---|---|
| 5-th percentile | 74 |
| Q1 | 94 |
| median | 115 |
| Q3 | 150 |
| 95-th percentile | 188 |
| Maximum | 256 |
| Range | 191 |
| Interquartile range (IQR) | 56 |
Descriptive statistics
| Standard deviation | 35.442168 |
|---|---|
| Coefficient of variation (CV) | 0.29050957 |
| Kurtosis | 0.52544039 |
| Mean | 122 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 0.76597642 |
| Sum | 20008 |
| Variance | 1256.1472 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 161 | 11 | 5.4% |
| 91 | 8 | 3.9% |
| 150 | 7 | 3.4% |
| 134 | 6 | 2.9% |
| 128 | 6 | 2.9% |
| 104 | 6 | 2.9% |
| 85 | 5 | 2.5% |
| 94 | 5 | 2.5% |
| 65 | 5 | 2.5% |
| 102 | 5 | 2.5% |
| Other values (41) | 100 | |
| (Missing) | 40 | 19.6% |
| Value | Count | Frequency (%) |
| 65 | 5 | |
| 74 | 5 | |
| 77 | 1 | 0.5% |
| 78 | 1 | 0.5% |
| 81 | 2 | 1.0% |
| 83 | 3 | |
| 85 | 5 | |
| 87 | 2 | 1.0% |
| 89 | 2 | 1.0% |
| 90 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 256 | 1 | 0.5% |
| 231 | 1 | 0.5% |
| 197 | 2 | 1.0% |
| 194 | 2 | 1.0% |
| 192 | 2 | 1.0% |
| 188 | 2 | 1.0% |
| 186 | 1 | 0.5% |
| 168 | 5 | |
| 164 | 2 | 1.0% |
| 161 | 11 |
make
Categorical
HIGH CORRELATION
| Distinct | 22 |
|---|---|
| Distinct (%) | 10.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| toyota | |
|---|---|
| nissan | |
| mazda | |
| mitsubishi | |
| honda | |
| Other values (17) |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 6.4558824 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1317 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | alfa-romero |
|---|---|
| 2nd row | alfa-romero |
| 3rd row | audi |
| 4th row | audi |
| 5th row | audi |
Common Values
| Value | Count | Frequency (%) |
| toyota | 32 | |
| nissan | 18 | 8.8% |
| mazda | 17 | 8.3% |
| mitsubishi | 13 | 6.4% |
| honda | 13 | 6.4% |
| volkswagen | 12 | 5.9% |
| subaru | 12 | 5.9% |
| peugot | 11 | 5.4% |
| volvo | 11 | 5.4% |
| dodge | 9 | 4.4% |
| Other values (12) | 56 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| toyota | 32 | |
| nissan | 18 | 8.8% |
| mazda | 17 | 8.3% |
| mitsubishi | 13 | 6.4% |
| honda | 13 | 6.4% |
| volkswagen | 12 | 5.9% |
| subaru | 12 | 5.9% |
| peugot | 11 | 5.4% |
| volvo | 11 | 5.4% |
| dodge | 9 | 4.4% |
| Other values (12) | 56 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 152 | 11.5% |
| o | 150 | 11.4% |
| s | 109 | 8.3% |
| t | 100 | 7.6% |
| e | 80 | 6.1% |
| u | 76 | 5.8% |
| n | 71 | 5.4% |
| i | 68 | 5.2% |
| d | 63 | 4.8% |
| m | 56 | 4.3% |
| Other values (15) | 392 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1307 | |
| Dash Punctuation | 10 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 152 | 11.6% |
| o | 150 | 11.5% |
| s | 109 | 8.3% |
| t | 100 | 7.7% |
| e | 80 | 6.1% |
| u | 76 | 5.8% |
| n | 71 | 5.4% |
| i | 68 | 5.2% |
| d | 63 | 4.8% |
| m | 56 | 4.3% |
| Other values (14) | 382 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 10 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1307 | |
| Common | 10 | 0.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 152 | 11.6% |
| o | 150 | 11.5% |
| s | 109 | 8.3% |
| t | 100 | 7.7% |
| e | 80 | 6.1% |
| u | 76 | 5.8% |
| n | 71 | 5.4% |
| i | 68 | 5.2% |
| d | 63 | 4.8% |
| m | 56 | 4.3% |
| Other values (14) | 382 |
Common
| Value | Count | Frequency (%) |
| - | 10 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1317 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 152 | 11.5% |
| o | 150 | 11.4% |
| s | 109 | 8.3% |
| t | 100 | 7.6% |
| e | 80 | 6.1% |
| u | 76 | 5.8% |
| n | 71 | 5.4% |
| i | 68 | 5.2% |
| d | 63 | 4.8% |
| m | 56 | 4.3% |
| Other values (15) | 392 |
fuel-type
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| gas | |
|---|---|
| diesel |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.2941176 |
| Min length | 3 |
Characters and Unicode
| Total characters | 672 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | gas |
|---|---|
| 2nd row | gas |
| 3rd row | gas |
| 4th row | gas |
| 5th row | gas |
Common Values
| Value | Count | Frequency (%) |
| gas | 184 | |
| diesel | 20 | 9.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gas | 184 | |
| diesel | 20 | 9.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 204 | |
| g | 184 | |
| a | 184 | |
| e | 40 | 6.0% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 672 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 204 | |
| g | 184 | |
| a | 184 | |
| e | 40 | 6.0% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 672 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 204 | |
| g | 184 | |
| a | 184 | |
| e | 40 | 6.0% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 672 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 204 | |
| g | 184 | |
| a | 184 | |
| e | 40 | 6.0% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
aspiration
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| std | |
|---|---|
| turbo |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.3627451 |
| Min length | 3 |
Characters and Unicode
| Total characters | 686 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | std |
|---|---|
| 2nd row | std |
| 3rd row | std |
| 4th row | std |
| 5th row | std |
Common Values
| Value | Count | Frequency (%) |
| std | 167 | |
| turbo | 37 | 18.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| std | 167 | |
| turbo | 37 | 18.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 204 | |
| s | 167 | |
| d | 167 | |
| u | 37 | 5.4% |
| r | 37 | 5.4% |
| b | 37 | 5.4% |
| o | 37 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 686 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 204 | |
| s | 167 | |
| d | 167 | |
| u | 37 | 5.4% |
| r | 37 | 5.4% |
| b | 37 | 5.4% |
| o | 37 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 686 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 204 | |
| s | 167 | |
| d | 167 | |
| u | 37 | 5.4% |
| r | 37 | 5.4% |
| b | 37 | 5.4% |
| o | 37 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 686 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 204 | |
| s | 167 | |
| d | 167 | |
| u | 37 | 5.4% |
| r | 37 | 5.4% |
| b | 37 | 5.4% |
| o | 37 | 5.4% |
num-of-doors
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 2 |
| Missing (%) | 1.0% |
| Memory size | 1.7 KiB |
| four | |
|---|---|
| two |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.5643564 |
| Min length | 3 |
Characters and Unicode
| Total characters | 720 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | two |
|---|---|
| 2nd row | two |
| 3rd row | four |
| 4th row | four |
| 5th row | two |
Common Values
| Value | Count | Frequency (%) |
| four | 114 | |
| two | 88 | |
| (Missing) | 2 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| four | 114 | |
| two | 88 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 202 | |
| f | 114 | |
| u | 114 | |
| r | 114 | |
| t | 88 | |
| w | 88 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 720 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 202 | |
| f | 114 | |
| u | 114 | |
| r | 114 | |
| t | 88 | |
| w | 88 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 720 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 202 | |
| f | 114 | |
| u | 114 | |
| r | 114 | |
| t | 88 | |
| w | 88 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 720 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 202 | |
| f | 114 | |
| u | 114 | |
| r | 114 | |
| t | 88 | |
| w | 88 |
body-style
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| sedan | |
|---|---|
| hatchback | |
| wagon | |
| hardtop | 8 |
| convertible | 5 |
Length
| Max length | 11 |
|---|---|
| Median length | 5 |
| Mean length | 6.5980392 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1346 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | convertible |
|---|---|
| 2nd row | hatchback |
| 3rd row | sedan |
| 4th row | sedan |
| 5th row | sedan |
Common Values
| Value | Count | Frequency (%) |
| sedan | 96 | |
| hatchback | 70 | |
| wagon | 25 | 12.3% |
| hardtop | 8 | 3.9% |
| convertible | 5 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sedan | 96 | |
| hatchback | 70 | |
| wagon | 25 | 12.3% |
| hardtop | 8 | 3.9% |
| convertible | 5 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 269 | |
| h | 148 | |
| c | 145 | |
| n | 126 | |
| e | 106 | 7.9% |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 83 | 6.2% |
| b | 75 | 5.6% |
| k | 70 | 5.2% |
| Other values (8) | 124 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1346 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 269 | |
| h | 148 | |
| c | 145 | |
| n | 126 | |
| e | 106 | 7.9% |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 83 | 6.2% |
| b | 75 | 5.6% |
| k | 70 | 5.2% |
| Other values (8) | 124 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1346 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 269 | |
| h | 148 | |
| c | 145 | |
| n | 126 | |
| e | 106 | 7.9% |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 83 | 6.2% |
| b | 75 | 5.6% |
| k | 70 | 5.2% |
| Other values (8) | 124 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1346 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 269 | |
| h | 148 | |
| c | 145 | |
| n | 126 | |
| e | 106 | 7.9% |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 83 | 6.2% |
| b | 75 | 5.6% |
| k | 70 | 5.2% |
| Other values (8) | 124 |
drive-wheels
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| fwd | |
|---|---|
| rwd | |
| 4wd | 9 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 612 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | rwd |
|---|---|
| 2nd row | rwd |
| 3rd row | fwd |
| 4th row | 4wd |
| 5th row | fwd |
Common Values
| Value | Count | Frequency (%) |
| fwd | 120 | |
| rwd | 75 | |
| 4wd | 9 | 4.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fwd | 120 | |
| rwd | 75 | |
| 4wd | 9 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| w | 204 | |
| d | 204 | |
| f | 120 | |
| r | 75 | 12.3% |
| 4 | 9 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 603 | |
| Decimal Number | 9 | 1.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| w | 204 | |
| d | 204 | |
| f | 120 | |
| r | 75 | 12.4% |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 9 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 603 | |
| Common | 9 | 1.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| w | 204 | |
| d | 204 | |
| f | 120 | |
| r | 75 | 12.4% |
Common
| Value | Count | Frequency (%) |
| 4 | 9 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 612 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| w | 204 | |
| d | 204 | |
| f | 120 | |
| r | 75 | 12.3% |
| 4 | 9 | 1.5% |
engine-location
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| front | |
|---|---|
| rear | 3 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9852941 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1017 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | front |
|---|---|
| 2nd row | front |
| 3rd row | front |
| 4th row | front |
| 5th row | front |
Common Values
| Value | Count | Frequency (%) |
| front | 201 | |
| rear | 3 | 1.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| front | 201 | |
| rear | 3 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 207 | |
| f | 201 | |
| o | 201 | |
| n | 201 | |
| t | 201 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1017 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 207 | |
| f | 201 | |
| o | 201 | |
| n | 201 | |
| t | 201 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1017 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 207 | |
| f | 201 | |
| o | 201 | |
| n | 201 | |
| t | 201 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1017 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 207 | |
| f | 201 | |
| o | 201 | |
| n | 201 | |
| t | 201 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
wheel-base
Real number (ℝ)
HIGH CORRELATION
| Distinct | 53 |
|---|---|
| Distinct (%) | 26.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98.806373 |
| Minimum | 86.6 |
|---|---|
| Maximum | 120.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 86.6 |
|---|---|
| 5-th percentile | 93.1 |
| Q1 | 94.5 |
| median | 97 |
| Q3 | 102.4 |
| 95-th percentile | 110 |
| Maximum | 120.9 |
| Range | 34.3 |
| Interquartile range (IQR) | 7.9 |
Descriptive statistics
| Standard deviation | 5.994144 |
|---|---|
| Coefficient of variation (CV) | 0.060665561 |
| Kurtosis | 1.0347339 |
| Mean | 98.806373 |
| Median Absolute Deviation (MAD) | 2.6 |
| Skewness | 1.069138 |
| Sum | 20156.5 |
| Variance | 35.929762 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 94.5 | 21 | 10.3% |
| 93.7 | 20 | 9.8% |
| 95.7 | 13 | 6.4% |
| 96.5 | 8 | 3.9% |
| 97.3 | 7 | 3.4% |
| 98.4 | 7 | 3.4% |
| 107.9 | 6 | 2.9% |
| 104.3 | 6 | 2.9% |
| 100.4 | 6 | 2.9% |
| 96.3 | 6 | 2.9% |
| Other values (43) | 104 |
| Value | Count | Frequency (%) |
| 86.6 | 2 | 1.0% |
| 88.4 | 1 | 0.5% |
| 88.6 | 1 | 0.5% |
| 89.5 | 3 | 1.5% |
| 91.3 | 2 | 1.0% |
| 93 | 1 | 0.5% |
| 93.1 | 5 | 2.5% |
| 93.3 | 1 | 0.5% |
| 93.7 | 20 | |
| 94.3 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 120.9 | 1 | 0.5% |
| 115.6 | 2 | 1.0% |
| 114.2 | 4 | |
| 113 | 2 | 1.0% |
| 112 | 1 | 0.5% |
| 110 | 3 | |
| 109.1 | 5 | |
| 108 | 1 | 0.5% |
| 107.9 | 6 | |
| 106.7 | 1 | 0.5% |
length
Real number (ℝ)
HIGH CORRELATION
| Distinct | 75 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 174.075 |
| Minimum | 141.1 |
|---|---|
| Maximum | 208.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 141.1 |
|---|---|
| 5-th percentile | 157.13 |
| Q1 | 166.3 |
| median | 173.2 |
| Q3 | 183.2 |
| 95-th percentile | 196.52 |
| Maximum | 208.1 |
| Range | 67 |
| Interquartile range (IQR) | 16.9 |
Descriptive statistics
| Standard deviation | 12.362123 |
|---|---|
| Coefficient of variation (CV) | 0.071016073 |
| Kurtosis | -0.093408515 |
| Mean | 174.075 |
| Median Absolute Deviation (MAD) | 6.95 |
| Skewness | 0.14986148 |
| Sum | 35511.3 |
| Variance | 152.82208 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 157.3 | 15 | 7.4% |
| 188.8 | 11 | 5.4% |
| 171.7 | 7 | 3.4% |
| 186.7 | 7 | 3.4% |
| 166.3 | 7 | 3.4% |
| 186.6 | 6 | 2.9% |
| 165.3 | 6 | 2.9% |
| 177.8 | 6 | 2.9% |
| 176.2 | 6 | 2.9% |
| 175.6 | 5 | 2.5% |
| Other values (65) | 128 |
| Value | Count | Frequency (%) |
| 141.1 | 1 | 0.5% |
| 144.6 | 2 | 1.0% |
| 150 | 3 | 1.5% |
| 155.9 | 3 | 1.5% |
| 156.9 | 1 | 0.5% |
| 157.1 | 1 | 0.5% |
| 157.3 | 15 | |
| 157.9 | 1 | 0.5% |
| 158.7 | 3 | 1.5% |
| 158.8 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 208.1 | 1 | 0.5% |
| 202.6 | 2 | |
| 199.6 | 2 | |
| 199.2 | 1 | 0.5% |
| 198.9 | 4 | |
| 197 | 1 | 0.5% |
| 193.8 | 1 | 0.5% |
| 192.7 | 3 | |
| 191.7 | 1 | 0.5% |
| 190.9 | 2 |
width
Real number (ℝ)
HIGH CORRELATION
| Distinct | 44 |
|---|---|
| Distinct (%) | 21.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.916667 |
| Minimum | 60.3 |
|---|---|
| Maximum | 72.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 60.3 |
|---|---|
| 5-th percentile | 63.6 |
| Q1 | 64.075 |
| median | 65.5 |
| Q3 | 66.9 |
| 95-th percentile | 70.47 |
| Maximum | 72.3 |
| Range | 12 |
| Interquartile range (IQR) | 2.825 |
Descriptive statistics
| Standard deviation | 2.1467163 |
|---|---|
| Coefficient of variation (CV) | 0.032567124 |
| Kurtosis | 0.69318046 |
| Mean | 65.916667 |
| Median Absolute Deviation (MAD) | 1.4 |
| Skewness | 0.89704593 |
| Sum | 13447 |
| Variance | 4.6083908 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 63.8 | 24 | 11.8% |
| 66.5 | 23 | 11.3% |
| 65.4 | 15 | 7.4% |
| 63.6 | 11 | 5.4% |
| 68.4 | 10 | 4.9% |
| 64.4 | 10 | 4.9% |
| 64 | 9 | 4.4% |
| 65.5 | 8 | 3.9% |
| 65.2 | 7 | 3.4% |
| 64.2 | 6 | 2.9% |
| Other values (34) | 81 |
| Value | Count | Frequency (%) |
| 60.3 | 1 | 0.5% |
| 61.8 | 1 | 0.5% |
| 62.5 | 1 | 0.5% |
| 63.4 | 1 | 0.5% |
| 63.6 | 11 | |
| 63.8 | 24 | |
| 63.9 | 3 | 1.5% |
| 64 | 9 | 4.4% |
| 64.1 | 1 | 0.5% |
| 64.2 | 6 | 2.9% |
| Value | Count | Frequency (%) |
| 72.3 | 1 | 0.5% |
| 72 | 1 | 0.5% |
| 71.7 | 3 | |
| 71.4 | 3 | |
| 70.9 | 1 | 0.5% |
| 70.6 | 1 | 0.5% |
| 70.5 | 1 | 0.5% |
| 70.3 | 3 | |
| 69.6 | 2 | |
| 68.9 | 4 |
height
Real number (ℝ)
HIGH CORRELATION
| Distinct | 49 |
|---|---|
| Distinct (%) | 24.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.74902 |
| Minimum | 47.8 |
|---|---|
| Maximum | 59.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 47.8 |
|---|---|
| 5-th percentile | 49.775 |
| Q1 | 52 |
| median | 54.1 |
| Q3 | 55.5 |
| 95-th percentile | 57.5 |
| Maximum | 59.8 |
| Range | 12 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 2.4249014 |
|---|---|
| Coefficient of variation (CV) | 0.045115268 |
| Kurtosis | -0.43966718 |
| Mean | 53.74902 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 0.076421681 |
| Sum | 10964.8 |
| Variance | 5.8801468 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 50.8 | 14 | 6.9% |
| 52 | 12 | 5.9% |
| 55.7 | 12 | 5.9% |
| 54.1 | 10 | 4.9% |
| 54.5 | 10 | 4.9% |
| 55.5 | 9 | 4.4% |
| 56.7 | 8 | 3.9% |
| 54.3 | 8 | 3.9% |
| 52.6 | 7 | 3.4% |
| 56.1 | 7 | 3.4% |
| Other values (39) | 107 |
| Value | Count | Frequency (%) |
| 47.8 | 1 | 0.5% |
| 48.8 | 1 | 0.5% |
| 49.4 | 2 | 1.0% |
| 49.6 | 4 | 2.0% |
| 49.7 | 3 | 1.5% |
| 50.2 | 6 | |
| 50.5 | 2 | 1.0% |
| 50.6 | 5 | 2.5% |
| 50.8 | 14 | |
| 51 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 59.8 | 2 | 1.0% |
| 59.1 | 3 | 1.5% |
| 58.7 | 4 | |
| 58.3 | 1 | 0.5% |
| 57.5 | 3 | 1.5% |
| 56.7 | 8 | |
| 56.5 | 2 | 1.0% |
| 56.3 | 2 | 1.0% |
| 56.2 | 3 | 1.5% |
| 56.1 | 7 |
curb-weight
Real number (ℝ)
HIGH CORRELATION
| Distinct | 171 |
|---|---|
| Distinct (%) | 83.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2555.6029 |
| Minimum | 1488 |
|---|---|
| Maximum | 4066 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 1488 |
|---|---|
| 5-th percentile | 1900.75 |
| Q1 | 2145 |
| median | 2414 |
| Q3 | 2939.25 |
| 95-th percentile | 3503.5 |
| Maximum | 4066 |
| Range | 2578 |
| Interquartile range (IQR) | 794.25 |
Descriptive statistics
| Standard deviation | 521.96082 |
|---|---|
| Coefficient of variation (CV) | 0.20424175 |
| Kurtosis | -0.05754869 |
| Mean | 2555.6029 |
| Median Absolute Deviation (MAD) | 388 |
| Skewness | 0.67954468 |
| Sum | 521343 |
| Variance | 272443.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2385 | 4 | 2.0% |
| 1918 | 3 | 1.5% |
| 2275 | 3 | 1.5% |
| 1989 | 3 | 1.5% |
| 2410 | 2 | 1.0% |
| 2191 | 2 | 1.0% |
| 2535 | 2 | 1.0% |
| 2024 | 2 | 1.0% |
| 2414 | 2 | 1.0% |
| 4066 | 2 | 1.0% |
| Other values (161) | 179 |
| Value | Count | Frequency (%) |
| 1488 | 1 | |
| 1713 | 1 | |
| 1819 | 1 | |
| 1837 | 1 | |
| 1874 | 2 | |
| 1876 | 2 | |
| 1889 | 1 | |
| 1890 | 1 | |
| 1900 | 1 | |
| 1905 | 1 |
| Value | Count | Frequency (%) |
| 4066 | 2 | |
| 3950 | 1 | |
| 3900 | 1 | |
| 3770 | 1 | |
| 3750 | 1 | |
| 3740 | 1 | |
| 3715 | 1 | |
| 3685 | 1 | |
| 3515 | 1 | |
| 3505 | 1 |
engine-type
Categorical
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| ohc | |
|---|---|
| ohcf | |
| ohcv | 13 |
| l | 12 |
| dohc | 11 |
| Other values (2) | 5 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.122549 |
| Min length | 1 |
Characters and Unicode
| Total characters | 637 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | dohc |
|---|---|
| 2nd row | ohcv |
| 3rd row | ohc |
| 4th row | ohc |
| 5th row | ohc |
Common Values
| Value | Count | Frequency (%) |
| ohc | 148 | |
| ohcf | 15 | 7.4% |
| ohcv | 13 | 6.4% |
| l | 12 | 5.9% |
| dohc | 11 | 5.4% |
| rotor | 4 | 2.0% |
| dohcv | 1 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ohc | 148 | |
| ohcf | 15 | 7.4% |
| ohcv | 13 | 6.4% |
| l | 12 | 5.9% |
| dohc | 11 | 5.4% |
| rotor | 4 | 2.0% |
| dohcv | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 196 | |
| h | 188 | |
| c | 188 | |
| f | 15 | 2.4% |
| v | 14 | 2.2% |
| l | 12 | 1.9% |
| d | 12 | 1.9% |
| r | 8 | 1.3% |
| t | 4 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 637 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 196 | |
| h | 188 | |
| c | 188 | |
| f | 15 | 2.4% |
| v | 14 | 2.2% |
| l | 12 | 1.9% |
| d | 12 | 1.9% |
| r | 8 | 1.3% |
| t | 4 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 637 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 196 | |
| h | 188 | |
| c | 188 | |
| f | 15 | 2.4% |
| v | 14 | 2.2% |
| l | 12 | 1.9% |
| d | 12 | 1.9% |
| r | 8 | 1.3% |
| t | 4 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 637 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 196 | |
| h | 188 | |
| c | 188 | |
| f | 15 | 2.4% |
| v | 14 | 2.2% |
| l | 12 | 1.9% |
| d | 12 | 1.9% |
| r | 8 | 1.3% |
| t | 4 | 0.6% |
num-of-cylinders
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 7 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| four | |
|---|---|
| six | |
| five | 11 |
| eight | 5 |
| two | 4 |
| Other values (2) | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 3.9019608 |
| Min length | 3 |
Characters and Unicode
| Total characters | 796 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 1.0% |
Sample
| 1st row | four |
|---|---|
| 2nd row | six |
| 3rd row | four |
| 4th row | five |
| 5th row | five |
Common Values
| Value | Count | Frequency (%) |
| four | 158 | |
| six | 24 | 11.8% |
| five | 11 | 5.4% |
| eight | 5 | 2.5% |
| two | 4 | 2.0% |
| three | 1 | 0.5% |
| twelve | 1 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| four | 158 | |
| six | 24 | 11.8% |
| five | 11 | 5.4% |
| eight | 5 | 2.5% |
| two | 4 | 2.0% |
| three | 1 | 0.5% |
| twelve | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 169 | |
| o | 162 | |
| r | 159 | |
| u | 158 | |
| i | 40 | 5.0% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 796 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| f | 169 | |
| o | 162 | |
| r | 159 | |
| u | 158 | |
| i | 40 | 5.0% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 796 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| f | 169 | |
| o | 162 | |
| r | 159 | |
| u | 158 | |
| i | 40 | 5.0% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 796 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| f | 169 | |
| o | 162 | |
| r | 159 | |
| u | 158 | |
| i | 40 | 5.0% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
engine-size
Real number (ℝ)
HIGH CORRELATION
| Distinct | 44 |
|---|---|
| Distinct (%) | 21.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.89216 |
| Minimum | 61 |
|---|---|
| Maximum | 326 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 61 |
|---|---|
| 5-th percentile | 90 |
| Q1 | 97 |
| median | 119.5 |
| Q3 | 142 |
| 95-th percentile | 201.65 |
| Maximum | 326 |
| Range | 265 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 41.744569 |
|---|---|
| Coefficient of variation (CV) | 0.32897674 |
| Kurtosis | 5.2690619 |
| Mean | 126.89216 |
| Median Absolute Deviation (MAD) | 22.5 |
| Skewness | 1.9441468 |
| Sum | 25886 |
| Variance | 1742.609 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 122 | 15 | 7.4% |
| 92 | 15 | 7.4% |
| 97 | 14 | 6.9% |
| 98 | 14 | 6.9% |
| 108 | 13 | 6.4% |
| 90 | 12 | 5.9% |
| 110 | 12 | 5.9% |
| 109 | 8 | 3.9% |
| 120 | 7 | 3.4% |
| 141 | 7 | 3.4% |
| Other values (34) | 87 |
| Value | Count | Frequency (%) |
| 61 | 1 | 0.5% |
| 70 | 3 | 1.5% |
| 79 | 1 | 0.5% |
| 80 | 1 | 0.5% |
| 90 | 12 | |
| 91 | 5 | 2.5% |
| 92 | 15 | |
| 97 | 14 | |
| 98 | 14 | |
| 103 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 326 | 1 | 0.5% |
| 308 | 1 | 0.5% |
| 304 | 1 | 0.5% |
| 258 | 2 | 1.0% |
| 234 | 2 | 1.0% |
| 209 | 3 | |
| 203 | 1 | 0.5% |
| 194 | 3 | |
| 183 | 4 | |
| 181 | 6 |
fuel-system
Categorical
HIGH CORRELATION
| Distinct | 8 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| mpfi | |
|---|---|
| 2bbl | |
| idi | |
| 1bbl | |
| spdi | 9 |
| Other values (3) | 5 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.8970588 |
| Min length | 3 |
Characters and Unicode
| Total characters | 795 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 1.0% |
Sample
| 1st row | mpfi |
|---|---|
| 2nd row | mpfi |
| 3rd row | mpfi |
| 4th row | mpfi |
| 5th row | mpfi |
Common Values
| Value | Count | Frequency (%) |
| mpfi | 93 | |
| 2bbl | 66 | |
| idi | 20 | 9.8% |
| 1bbl | 11 | 5.4% |
| spdi | 9 | 4.4% |
| 4bbl | 3 | 1.5% |
| mfi | 1 | 0.5% |
| spfi | 1 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mpfi | 93 | |
| 2bbl | 66 | |
| idi | 20 | 9.8% |
| 1bbl | 11 | 5.4% |
| spdi | 9 | 4.4% |
| 4bbl | 3 | 1.5% |
| mfi | 1 | 0.5% |
| spfi | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 144 | |
| p | 103 | |
| f | 95 | |
| m | 94 | |
| l | 80 | |
| 2 | 66 | |
| d | 29 | 3.6% |
| 1 | 11 | 1.4% |
| s | 10 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 715 | |
| Decimal Number | 80 | 10.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 144 | |
| p | 103 | |
| f | 95 | |
| m | 94 | |
| l | 80 | |
| d | 29 | 4.1% |
| s | 10 | 1.4% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 66 | |
| 1 | 11 | 13.8% |
| 4 | 3 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 715 | |
| Common | 80 | 10.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 144 | |
| p | 103 | |
| f | 95 | |
| m | 94 | |
| l | 80 | |
| d | 29 | 4.1% |
| s | 10 | 1.4% |
Common
| Value | Count | Frequency (%) |
| 2 | 66 | |
| 1 | 11 | 13.8% |
| 4 | 3 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 795 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 144 | |
| p | 103 | |
| f | 95 | |
| m | 94 | |
| l | 80 | |
| 2 | 66 | |
| d | 29 | 3.6% |
| 1 | 11 | 1.4% |
| s | 10 | 1.3% |
bore
Categorical
HIGH CORRELATION MISSING
| Distinct | 38 |
|---|---|
| Distinct (%) | 19.0% |
| Missing | 4 |
| Missing (%) | 2.0% |
| Memory size | 1.7 KiB |
| 3.62 | |
|---|---|
| 3.19 | |
| 3.15 | |
| 3.03 | |
| 2.97 | |
| Other values (33) |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 800 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 10 ? |
|---|---|
| Unique (%) | 5.0% |
Sample
| 1st row | 3.47 |
|---|---|
| 2nd row | 2.68 |
| 3rd row | 3.19 |
| 4th row | 3.19 |
| 5th row | 3.19 |
Common Values
| Value | Count | Frequency (%) |
| 3.62 | 23 | 11.3% |
| 3.19 | 20 | 9.8% |
| 3.15 | 15 | 7.4% |
| 3.03 | 12 | 5.9% |
| 2.97 | 12 | 5.9% |
| 3.46 | 9 | 4.4% |
| 3.31 | 8 | 3.9% |
| 3.78 | 8 | 3.9% |
| 3.43 | 8 | 3.9% |
| 2.91 | 7 | 3.4% |
| Other values (28) | 78 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 3.62 | 23 | 11.5% |
| 3.19 | 20 | 10.0% |
| 3.15 | 15 | 7.5% |
| 3.03 | 12 | 6.0% |
| 2.97 | 12 | 6.0% |
| 3.46 | 9 | 4.5% |
| 3.31 | 8 | 4.0% |
| 3.78 | 8 | 4.0% |
| 3.43 | 8 | 4.0% |
| 3.27 | 7 | 3.5% |
| Other values (28) | 78 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 224 | |
| . | 200 | |
| 1 | 61 | 7.6% |
| 2 | 56 | 7.0% |
| 9 | 53 | 6.6% |
| 5 | 43 | 5.4% |
| 7 | 40 | 5.0% |
| 6 | 38 | 4.8% |
| 0 | 34 | 4.2% |
| 4 | 33 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 600 | |
| Other Punctuation | 200 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 224 | |
| 1 | 61 | 10.2% |
| 2 | 56 | 9.3% |
| 9 | 53 | 8.8% |
| 5 | 43 | 7.2% |
| 7 | 40 | 6.7% |
| 6 | 38 | 6.3% |
| 0 | 34 | 5.7% |
| 4 | 33 | 5.5% |
| 8 | 18 | 3.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 200 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 800 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 224 | |
| . | 200 | |
| 1 | 61 | 7.6% |
| 2 | 56 | 7.0% |
| 9 | 53 | 6.6% |
| 5 | 43 | 5.4% |
| 7 | 40 | 5.0% |
| 6 | 38 | 4.8% |
| 0 | 34 | 4.2% |
| 4 | 33 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 800 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 224 | |
| . | 200 | |
| 1 | 61 | 7.6% |
| 2 | 56 | 7.0% |
| 9 | 53 | 6.6% |
| 5 | 43 | 5.4% |
| 7 | 40 | 5.0% |
| 6 | 38 | 4.8% |
| 0 | 34 | 4.2% |
| 4 | 33 | 4.1% |
stroke
Categorical
HIGH CORRELATION MISSING
| Distinct | 36 |
|---|---|
| Distinct (%) | 18.0% |
| Missing | 4 |
| Missing (%) | 2.0% |
| Memory size | 1.7 KiB |
| 3.40 | |
|---|---|
| 3.15 | |
| 3.03 | |
| 3.23 | |
| 3.39 | |
| Other values (31) |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 800 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 4.0% |
Sample
| 1st row | 2.68 |
|---|---|
| 2nd row | 3.47 |
| 3rd row | 3.40 |
| 4th row | 3.40 |
| 5th row | 3.40 |
Common Values
| Value | Count | Frequency (%) |
| 3.40 | 20 | 9.8% |
| 3.15 | 14 | 6.9% |
| 3.03 | 14 | 6.9% |
| 3.23 | 14 | 6.9% |
| 3.39 | 13 | 6.4% |
| 2.64 | 11 | 5.4% |
| 3.29 | 9 | 4.4% |
| 3.35 | 9 | 4.4% |
| 3.46 | 8 | 3.9% |
| 3.58 | 6 | 2.9% |
| Other values (26) | 82 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 3.40 | 20 | 10.0% |
| 3.23 | 14 | 7.0% |
| 3.15 | 14 | 7.0% |
| 3.03 | 14 | 7.0% |
| 3.39 | 13 | 6.5% |
| 2.64 | 11 | 5.5% |
| 3.29 | 9 | 4.5% |
| 3.35 | 9 | 4.5% |
| 3.46 | 8 | 4.0% |
| 3.50 | 6 | 3.0% |
| Other values (26) | 82 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 226 | |
| . | 200 | |
| 4 | 60 | 7.5% |
| 0 | 59 | 7.4% |
| 2 | 59 | 7.4% |
| 1 | 47 | 5.9% |
| 5 | 44 | 5.5% |
| 9 | 36 | 4.5% |
| 6 | 32 | 4.0% |
| 7 | 21 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 600 | |
| Other Punctuation | 200 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 226 | |
| 4 | 60 | 10.0% |
| 0 | 59 | 9.8% |
| 2 | 59 | 9.8% |
| 1 | 47 | 7.8% |
| 5 | 44 | 7.3% |
| 9 | 36 | 6.0% |
| 6 | 32 | 5.3% |
| 7 | 21 | 3.5% |
| 8 | 16 | 2.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 200 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 800 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 226 | |
| . | 200 | |
| 4 | 60 | 7.5% |
| 0 | 59 | 7.4% |
| 2 | 59 | 7.4% |
| 1 | 47 | 5.9% |
| 5 | 44 | 5.5% |
| 9 | 36 | 4.5% |
| 6 | 32 | 4.0% |
| 7 | 21 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 800 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 226 | |
| . | 200 | |
| 4 | 60 | 7.5% |
| 0 | 59 | 7.4% |
| 2 | 59 | 7.4% |
| 1 | 47 | 5.9% |
| 5 | 44 | 5.5% |
| 9 | 36 | 4.5% |
| 6 | 32 | 4.0% |
| 7 | 21 | 2.6% |
compression-ratio
Real number (ℝ)
HIGH CORRELATION
| Distinct | 32 |
|---|---|
| Distinct (%) | 15.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.148137 |
| Minimum | 7 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 7.5 |
| Q1 | 8.575 |
| median | 9 |
| Q3 | 9.4 |
| 95-th percentile | 21.84 |
| Maximum | 23 |
| Range | 16 |
| Interquartile range (IQR) | 0.825 |
Descriptive statistics
| Standard deviation | 3.9810001 |
|---|---|
| Coefficient of variation (CV) | 0.39228876 |
| Kurtosis | 5.1851875 |
| Mean | 10.148137 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 2.6020296 |
| Sum | 2070.22 |
| Variance | 15.848362 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 9 | 45 | |
| 9.4 | 26 | |
| 8.5 | 14 | 6.9% |
| 9.5 | 13 | 6.4% |
| 9.3 | 11 | 5.4% |
| 8.7 | 9 | 4.4% |
| 8 | 8 | 3.9% |
| 9.2 | 8 | 3.9% |
| 7 | 7 | 3.4% |
| 8.6 | 5 | 2.5% |
| Other values (22) | 58 |
| Value | Count | Frequency (%) |
| 7 | 7 | |
| 7.5 | 5 | 2.5% |
| 7.6 | 4 | 2.0% |
| 7.7 | 2 | 1.0% |
| 7.8 | 1 | 0.5% |
| 8 | 8 | |
| 8.1 | 2 | 1.0% |
| 8.3 | 3 | 1.5% |
| 8.4 | 5 | 2.5% |
| 8.5 | 14 |
| Value | Count | Frequency (%) |
| 23 | 5 | |
| 22.7 | 1 | 0.5% |
| 22.5 | 3 | |
| 22 | 1 | 0.5% |
| 21.9 | 1 | 0.5% |
| 21.5 | 4 | |
| 21 | 5 | |
| 11.5 | 1 | 0.5% |
| 10.1 | 1 | 0.5% |
| 10 | 3 |
horsepower
Real number (ℝ)
HIGH CORRELATION
| Distinct | 59 |
|---|---|
| Distinct (%) | 29.2% |
| Missing | 2 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.22277 |
| Minimum | 48 |
|---|---|
| Maximum | 288 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 70 |
| median | 95 |
| Q3 | 116 |
| 95-th percentile | 181.7 |
| Maximum | 288 |
| Range | 240 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 39.810182 |
|---|---|
| Coefficient of variation (CV) | 0.38197202 |
| Kurtosis | 2.6021936 |
| Mean | 104.22277 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 1.3904657 |
| Sum | 21053 |
| Variance | 1584.8506 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 68 | 19 | 9.3% |
| 70 | 11 | 5.4% |
| 69 | 10 | 4.9% |
| 116 | 9 | 4.4% |
| 110 | 8 | 3.9% |
| 95 | 7 | 3.4% |
| 114 | 6 | 2.9% |
| 160 | 6 | 2.9% |
| 101 | 6 | 2.9% |
| 62 | 6 | 2.9% |
| Other values (49) | 114 |
| Value | Count | Frequency (%) |
| 48 | 1 | 0.5% |
| 52 | 2 | 1.0% |
| 55 | 1 | 0.5% |
| 56 | 2 | 1.0% |
| 58 | 1 | 0.5% |
| 60 | 1 | 0.5% |
| 62 | 6 | 2.9% |
| 64 | 1 | 0.5% |
| 68 | 19 | |
| 69 | 10 |
| Value | Count | Frequency (%) |
| 288 | 1 | 0.5% |
| 262 | 1 | 0.5% |
| 207 | 3 | |
| 200 | 1 | 0.5% |
| 184 | 2 | |
| 182 | 3 | |
| 176 | 2 | |
| 175 | 1 | 0.5% |
| 162 | 2 | |
| 161 | 2 |
peak-rpm
Categorical
HIGH CORRELATION
| Distinct | 23 |
|---|---|
| Distinct (%) | 11.4% |
| Missing | 2 |
| Missing (%) | 1.0% |
| Memory size | 1.7 KiB |
| 5500 | |
|---|---|
| 4800 | |
| 5000 | |
| 5200 | |
| 5400 | |
| Other values (18) |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 808 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 2.5% |
Sample
| 1st row | 5000 |
|---|---|
| 2nd row | 5000 |
| 3rd row | 5500 |
| 4th row | 5500 |
| 5th row | 5500 |
Common Values
| Value | Count | Frequency (%) |
| 5500 | 37 | |
| 4800 | 36 | |
| 5000 | 26 | |
| 5200 | 23 | |
| 5400 | 13 | 6.4% |
| 6000 | 9 | 4.4% |
| 5250 | 7 | 3.4% |
| 4500 | 7 | 3.4% |
| 5800 | 7 | 3.4% |
| 4200 | 5 | 2.5% |
| Other values (13) | 32 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 5500 | 37 | |
| 4800 | 36 | |
| 5000 | 26 | |
| 5200 | 23 | |
| 5400 | 13 | 6.4% |
| 6000 | 9 | 4.5% |
| 5250 | 7 | 3.5% |
| 4500 | 7 | 3.5% |
| 5800 | 7 | 3.5% |
| 4200 | 5 | 2.5% |
| Other values (13) | 32 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 414 | |
| 5 | 191 | |
| 4 | 85 | 10.5% |
| 8 | 43 | 5.3% |
| 2 | 38 | 4.7% |
| 6 | 15 | 1.9% |
| 1 | 8 | 1.0% |
| 3 | 5 | 0.6% |
| 7 | 5 | 0.6% |
| 9 | 4 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 808 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 414 | |
| 5 | 191 | |
| 4 | 85 | 10.5% |
| 8 | 43 | 5.3% |
| 2 | 38 | 4.7% |
| 6 | 15 | 1.9% |
| 1 | 8 | 1.0% |
| 3 | 5 | 0.6% |
| 7 | 5 | 0.6% |
| 9 | 4 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 808 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 414 | |
| 5 | 191 | |
| 4 | 85 | 10.5% |
| 8 | 43 | 5.3% |
| 2 | 38 | 4.7% |
| 6 | 15 | 1.9% |
| 1 | 8 | 1.0% |
| 3 | 5 | 0.6% |
| 7 | 5 | 0.6% |
| 9 | 4 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 808 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 414 | |
| 5 | 191 | |
| 4 | 85 | 10.5% |
| 8 | 43 | 5.3% |
| 2 | 38 | 4.7% |
| 6 | 15 | 1.9% |
| 1 | 8 | 1.0% |
| 3 | 5 | 0.6% |
| 7 | 5 | 0.6% |
| 9 | 4 | 0.5% |
city-mpg
Real number (ℝ)
HIGH CORRELATION
| Distinct | 29 |
|---|---|
| Distinct (%) | 14.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.240196 |
| Minimum | 13 |
|---|---|
| Maximum | 49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 19 |
| median | 24 |
| Q3 | 30 |
| 95-th percentile | 37 |
| Maximum | 49 |
| Range | 36 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 6.5515126 |
|---|---|
| Coefficient of variation (CV) | 0.25956663 |
| Kurtosis | 0.56662897 |
| Mean | 25.240196 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.65591157 |
| Sum | 5149 |
| Variance | 42.922317 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 31 | 28 | |
| 19 | 27 | |
| 24 | 22 | |
| 27 | 14 | 6.9% |
| 17 | 13 | 6.4% |
| 26 | 12 | 5.9% |
| 23 | 12 | 5.9% |
| 30 | 8 | 3.9% |
| 25 | 8 | 3.9% |
| 28 | 7 | 3.4% |
| Other values (19) | 53 |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.5% |
| 14 | 2 | 1.0% |
| 15 | 3 | 1.5% |
| 16 | 6 | 2.9% |
| 17 | 13 | |
| 18 | 3 | 1.5% |
| 19 | 27 | |
| 20 | 3 | 1.5% |
| 21 | 7 | 3.4% |
| 22 | 4 | 2.0% |
| Value | Count | Frequency (%) |
| 49 | 1 | 0.5% |
| 47 | 1 | 0.5% |
| 45 | 1 | 0.5% |
| 38 | 7 | |
| 37 | 6 | |
| 36 | 1 | 0.5% |
| 35 | 1 | 0.5% |
| 34 | 1 | 0.5% |
| 33 | 1 | 0.5% |
| 32 | 1 | 0.5% |
highway-mpg
Real number (ℝ)
HIGH CORRELATION
| Distinct | 30 |
|---|---|
| Distinct (%) | 14.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.769608 |
| Minimum | 16 |
|---|---|
| Maximum | 54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 25 |
| median | 30 |
| Q3 | 34.5 |
| 95-th percentile | 42.85 |
| Maximum | 54 |
| Range | 38 |
| Interquartile range (IQR) | 9.5 |
Descriptive statistics
| Standard deviation | 6.8983369 |
|---|---|
| Coefficient of variation (CV) | 0.2241932 |
| Kurtosis | 0.42714988 |
| Mean | 30.769608 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.53260522 |
| Sum | 6277 |
| Variance | 47.587052 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 25 | 19 | 9.3% |
| 38 | 17 | 8.3% |
| 24 | 17 | 8.3% |
| 30 | 16 | 7.8% |
| 32 | 16 | 7.8% |
| 34 | 14 | 6.9% |
| 37 | 13 | 6.4% |
| 28 | 13 | 6.4% |
| 29 | 10 | 4.9% |
| 33 | 9 | 4.4% |
| Other values (20) | 60 |
| Value | Count | Frequency (%) |
| 16 | 2 | 1.0% |
| 17 | 1 | 0.5% |
| 18 | 2 | 1.0% |
| 19 | 2 | 1.0% |
| 20 | 2 | 1.0% |
| 22 | 8 | |
| 23 | 7 | 3.4% |
| 24 | 17 | |
| 25 | 19 | |
| 26 | 3 | 1.5% |
| Value | Count | Frequency (%) |
| 54 | 1 | 0.5% |
| 53 | 1 | 0.5% |
| 50 | 1 | 0.5% |
| 47 | 2 | 1.0% |
| 46 | 2 | 1.0% |
| 43 | 4 | 2.0% |
| 42 | 3 | 1.5% |
| 41 | 3 | 1.5% |
| 39 | 2 | 1.0% |
| 38 | 17 |
price
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 185 |
|---|---|
| Distinct (%) | 92.5% |
| Missing | 4 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13205.69 |
| Minimum | 5118 |
|---|---|
| Maximum | 45400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 5118 |
|---|---|
| 5-th percentile | 6184.3 |
| Q1 | 7775 |
| median | 10270 |
| Q3 | 16500.75 |
| 95-th percentile | 32603 |
| Maximum | 45400 |
| Range | 40282 |
| Interquartile range (IQR) | 8725.75 |
Descriptive statistics
| Standard deviation | 7966.9826 |
|---|---|
| Coefficient of variation (CV) | 0.60329923 |
| Kurtosis | 3.2022754 |
| Mean | 13205.69 |
| Median Absolute Deviation (MAD) | 3306.5 |
| Skewness | 1.8058013 |
| Sum | 2641138 |
| Variance | 63472811 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16500 | 2 | 1.0% |
| 7775 | 2 | 1.0% |
| 7295 | 2 | 1.0% |
| 7957 | 2 | 1.0% |
| 6229 | 2 | 1.0% |
| 6692 | 2 | 1.0% |
| 18150 | 2 | 1.0% |
| 7609 | 2 | 1.0% |
| 8921 | 2 | 1.0% |
| 5572 | 2 | 1.0% |
| Other values (175) | 180 | |
| (Missing) | 4 | 2.0% |
| Value | Count | Frequency (%) |
| 5118 | 1 | |
| 5151 | 1 | |
| 5195 | 1 | |
| 5348 | 1 | |
| 5389 | 1 | |
| 5399 | 1 | |
| 5499 | 1 | |
| 5572 | 2 | |
| 6095 | 1 | |
| 6189 | 1 |
| Value | Count | Frequency (%) |
| 45400 | 1 | |
| 41315 | 1 | |
| 40960 | 1 | |
| 37028 | 1 | |
| 36880 | 1 | |
| 36000 | 1 | |
| 35550 | 1 | |
| 35056 | 1 | |
| 34184 | 1 | |
| 34028 | 1 |
| aspiration | body-style | bore | city-mpg | compression-ratio | curb-weight | drive-wheels | engine-location | engine-size | engine-type | fuel-system | fuel-type | height | highway-mpg | horsepower | length | make | normalized-losses | num-of-cylinders | num-of-doors | peak-rpm | price | stroke | symboling | wheel-base | width | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| aspiration | 1.000 | 0.000 | 0.604 | -0.221 | -0.140 | 0.343 | 0.121 | 0.000 | 0.232 | 0.149 | 0.610 | 0.374 | 0.105 | -0.279 | -0.212 | 0.246 | 0.409 | 0.137 | 0.196 | 0.000 | 0.516 | 0.308 | 0.510 | -0.074 | 0.225 | 0.306 |
| body-style | 0.000 | 1.000 | 0.287 | 0.003 | 0.004 | 0.197 | 0.205 | 0.451 | 0.034 | 0.101 | 0.138 | 0.171 | 0.582 | -0.057 | 0.118 | 0.365 | 0.271 | 0.128 | 0.080 | 0.746 | 0.195 | 0.115 | 0.350 | -0.603 | 0.432 | 0.162 |
| bore | 0.604 | 0.287 | 1.000 | -0.620 | -0.165 | 0.701 | 0.487 | 0.905 | 0.726 | 0.671 | 0.679 | 0.743 | 0.234 | -0.627 | -0.116 | 0.645 | 0.630 | 0.100 | 0.456 | 0.282 | 0.612 | 0.650 | 0.748 | -0.189 | 0.551 | 0.615 |
| city-mpg | -0.221 | 0.003 | -0.620 | 1.000 | 0.479 | -0.813 | 0.379 | 0.109 | -0.730 | 0.210 | 0.304 | 0.390 | -0.076 | 0.968 | 0.458 | -0.673 | 0.357 | -0.052 | 0.424 | 0.067 | 0.350 | -0.831 | 0.429 | -0.011 | -0.503 | -0.692 |
| compression-ratio | -0.140 | 0.004 | -0.165 | 0.479 | 1.000 | -0.219 | 0.118 | 0.000 | -0.235 | 0.337 | 0.518 | 0.993 | -0.000 | 0.446 | 0.014 | -0.193 | 0.492 | 0.103 | 0.521 | 0.179 | 0.614 | -0.178 | 0.783 | 0.024 | -0.128 | -0.145 |
| curb-weight | 0.343 | 0.197 | 0.701 | -0.813 | -0.219 | 1.000 | 0.456 | 0.109 | 0.877 | 0.330 | 0.291 | 0.304 | 0.351 | -0.834 | -0.283 | 0.892 | 0.492 | 0.219 | 0.482 | 0.265 | 0.389 | 0.914 | 0.507 | -0.262 | 0.774 | 0.867 |
| drive-wheels | 0.121 | 0.205 | 0.487 | 0.379 | 0.118 | 0.456 | 1.000 | 0.126 | 0.559 | 0.422 | 0.386 | 0.091 | 0.038 | -0.521 | -0.254 | 0.496 | 0.601 | 0.173 | 0.340 | 0.040 | 0.361 | 0.643 | 0.525 | -0.085 | 0.419 | 0.515 |
| engine-location | 0.000 | 0.451 | 0.905 | 0.109 | 0.000 | 0.109 | 0.126 | 1.000 | 0.186 | 0.399 | 0.000 | 0.000 | -0.119 | -0.107 | -0.024 | -0.077 | 0.702 | NaN | 0.288 | 0.069 | 0.946 | 0.197 | 0.910 | 0.191 | -0.200 | -0.055 |
| engine-size | 0.232 | 0.034 | 0.726 | -0.730 | -0.235 | 0.877 | 0.559 | 0.186 | 1.000 | 0.529 | 0.333 | 0.155 | 0.206 | -0.721 | -0.238 | 0.786 | 0.532 | 0.144 | 0.642 | 0.213 | 0.572 | 0.828 | 0.691 | -0.183 | 0.658 | 0.774 |
| engine-type | 0.149 | 0.101 | 0.671 | 0.210 | 0.337 | 0.330 | 0.422 | 0.399 | 0.529 | 1.000 | 0.376 | 0.249 | -0.208 | -0.101 | -0.123 | -0.152 | 0.624 | -0.036 | 0.547 | 0.196 | 0.640 | 0.007 | 0.721 | 0.091 | -0.222 | -0.073 |
| fuel-system | 0.610 | 0.138 | 0.679 | 0.304 | 0.518 | 0.291 | 0.386 | 0.000 | 0.333 | 0.376 | 1.000 | 0.985 | 0.041 | -0.687 | -0.518 | 0.552 | 0.509 | 0.154 | 0.374 | 0.241 | 0.401 | 0.680 | 0.579 | 0.078 | 0.432 | 0.569 |
| fuel-type | 0.374 | 0.171 | 0.743 | 0.390 | 0.993 | 0.304 | 0.091 | 0.000 | 0.155 | 0.249 | 0.985 | 1.000 | -0.298 | -0.158 | -0.080 | -0.193 | 0.369 | -0.275 | 0.154 | 0.148 | 0.757 | -0.145 | 0.643 | 0.208 | -0.276 | -0.232 |
| height | 0.105 | 0.582 | 0.234 | -0.076 | -0.000 | 0.351 | 0.038 | -0.119 | 0.206 | -0.208 | 0.041 | -0.298 | 1.000 | -0.139 | 0.132 | 0.525 | 0.463 | 0.165 | 0.389 | 0.532 | 0.338 | 0.270 | 0.547 | -0.517 | 0.628 | 0.347 |
| highway-mpg | -0.279 | -0.057 | -0.627 | 0.968 | 0.446 | -0.834 | -0.521 | -0.107 | -0.721 | -0.101 | -0.687 | -0.158 | -0.139 | 1.000 | 0.437 | -0.701 | 0.401 | -0.084 | 0.501 | 0.130 | 0.379 | -0.827 | 0.437 | 0.060 | -0.548 | -0.705 |
| horsepower | -0.212 | 0.118 | -0.116 | 0.458 | 0.014 | -0.283 | -0.254 | -0.024 | -0.238 | -0.123 | -0.518 | -0.080 | 0.132 | 0.437 | 1.000 | -0.207 | 0.662 | -0.050 | 0.781 | 0.375 | 0.749 | -0.389 | 0.744 | -0.210 | -0.089 | -0.213 |
| length | 0.246 | 0.365 | 0.645 | -0.673 | -0.193 | 0.892 | 0.496 | -0.077 | 0.786 | -0.152 | 0.552 | -0.193 | 0.525 | -0.701 | -0.207 | 1.000 | 0.498 | 0.141 | 0.356 | 0.360 | 0.360 | 0.813 | 0.468 | -0.396 | 0.914 | 0.888 |
| make | 0.409 | 0.271 | 0.630 | 0.357 | 0.492 | 0.492 | 0.601 | 0.702 | 0.532 | 0.624 | 0.509 | 0.369 | 0.463 | 0.401 | 0.662 | 0.498 | 1.000 | 0.351 | 0.544 | 0.291 | 0.499 | -0.013 | 0.718 | -0.134 | 0.153 | 0.105 |
| normalized-losses | 0.137 | 0.128 | 0.100 | -0.052 | 0.103 | 0.219 | 0.173 | NaN | 0.144 | -0.036 | 0.154 | -0.275 | 0.165 | -0.084 | -0.050 | 0.141 | 0.351 | 1.000 | 0.753 | 0.654 | 0.485 | 0.202 | 0.577 | -0.157 | 0.222 | 0.109 |
| num-of-cylinders | 0.196 | 0.080 | 0.456 | 0.424 | 0.521 | 0.482 | 0.340 | 0.288 | 0.642 | 0.547 | 0.374 | 0.154 | 0.389 | 0.501 | 0.781 | 0.356 | 0.544 | 0.753 | 1.000 | 0.137 | 0.512 | 0.142 | 0.611 | 0.098 | -0.111 | -0.041 |
| num-of-doors | 0.000 | 0.746 | 0.282 | 0.067 | 0.179 | 0.265 | 0.040 | 0.069 | 0.213 | 0.196 | 0.241 | 0.148 | 0.532 | 0.130 | 0.375 | 0.360 | 0.291 | 0.654 | 0.137 | 1.000 | 0.224 | -0.137 | 0.321 | 0.676 | -0.457 | -0.212 |
| peak-rpm | 0.516 | 0.195 | 0.612 | 0.350 | 0.614 | 0.389 | 0.361 | 0.946 | 0.572 | 0.640 | 0.401 | 0.757 | 0.338 | 0.379 | 0.749 | 0.360 | 0.499 | 0.485 | 0.512 | 0.224 | 1.000 | -0.084 | 0.705 | 0.289 | -0.321 | -0.202 |
| price | 0.308 | 0.115 | 0.650 | -0.831 | -0.178 | 0.914 | 0.643 | 0.197 | 0.828 | 0.007 | 0.680 | -0.145 | 0.270 | -0.827 | -0.389 | 0.813 | -0.013 | 0.202 | 0.142 | -0.137 | -0.084 | 1.000 | 0.425 | -0.149 | 0.692 | 0.817 |
| stroke | 0.510 | 0.350 | 0.748 | 0.429 | 0.783 | 0.507 | 0.525 | 0.910 | 0.691 | 0.721 | 0.579 | 0.643 | 0.547 | 0.437 | 0.744 | 0.468 | 0.718 | 0.577 | 0.611 | 0.321 | 0.705 | 0.425 | 1.000 | -0.004 | 0.215 | 0.236 |
| symboling | -0.074 | -0.603 | -0.189 | -0.011 | 0.024 | -0.262 | -0.085 | 0.191 | -0.183 | 0.091 | 0.078 | 0.208 | -0.517 | 0.060 | -0.210 | -0.396 | -0.134 | -0.157 | 0.098 | 0.676 | 0.289 | -0.149 | -0.004 | 1.000 | -0.532 | -0.250 |
| wheel-base | 0.225 | 0.432 | 0.551 | -0.503 | -0.128 | 0.774 | 0.419 | -0.200 | 0.658 | -0.222 | 0.432 | -0.276 | 0.628 | -0.548 | -0.089 | 0.914 | 0.153 | 0.222 | -0.111 | -0.457 | -0.321 | 0.692 | 0.215 | -0.532 | 1.000 | 0.812 |
| width | 0.306 | 0.162 | 0.615 | -0.692 | -0.145 | 0.867 | 0.515 | -0.055 | 0.774 | -0.073 | 0.569 | -0.232 | 0.347 | -0.705 | -0.213 | 0.888 | 0.105 | 0.109 | -0.041 | -0.212 | -0.202 | 0.817 | 0.236 | -0.250 | 0.812 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| symboling | normalized-losses | make | fuel-type | aspiration | num-of-doors | body-style | drive-wheels | engine-location | wheel-base | length | width | height | curb-weight | engine-type | num-of-cylinders | engine-size | fuel-system | bore | stroke | compression-ratio | horsepower | peak-rpm | city-mpg | highway-mpg | price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3 | NaN | alfa-romero | gas | std | two | convertible | rwd | front | 88.6 | 168.8 | 64.1 | 48.8 | 2548 | dohc | four | 130 | mpfi | 3.47 | 2.68 | 9.0 | 111 | 5000 | 21 | 27 | 16500.0 |
| 1 | 1 | NaN | alfa-romero | gas | std | two | hatchback | rwd | front | 94.5 | 171.2 | 65.5 | 52.4 | 2823 | ohcv | six | 152 | mpfi | 2.68 | 3.47 | 9.0 | 154 | 5000 | 19 | 26 | 16500.0 |
| 2 | 2 | 164 | audi | gas | std | four | sedan | fwd | front | 99.8 | 176.6 | 66.2 | 54.3 | 2337 | ohc | four | 109 | mpfi | 3.19 | 3.40 | 10.0 | 102 | 5500 | 24 | 30 | 13950.0 |
| 3 | 2 | 164 | audi | gas | std | four | sedan | 4wd | front | 99.4 | 176.6 | 66.4 | 54.3 | 2824 | ohc | five | 136 | mpfi | 3.19 | 3.40 | 8.0 | 115 | 5500 | 18 | 22 | 17450.0 |
| 4 | 2 | NaN | audi | gas | std | two | sedan | fwd | front | 99.8 | 177.3 | 66.3 | 53.1 | 2507 | ohc | five | 136 | mpfi | 3.19 | 3.40 | 8.5 | 110 | 5500 | 19 | 25 | 15250.0 |
| 5 | 1 | 158 | audi | gas | std | four | sedan | fwd | front | 105.8 | 192.7 | 71.4 | 55.7 | 2844 | ohc | five | 136 | mpfi | 3.19 | 3.40 | 8.5 | 110 | 5500 | 19 | 25 | 17710.0 |
| 6 | 1 | NaN | audi | gas | std | four | wagon | fwd | front | 105.8 | 192.7 | 71.4 | 55.7 | 2954 | ohc | five | 136 | mpfi | 3.19 | 3.40 | 8.5 | 110 | 5500 | 19 | 25 | 18920.0 |
| 7 | 1 | 158 | audi | gas | turbo | four | sedan | fwd | front | 105.8 | 192.7 | 71.4 | 55.9 | 3086 | ohc | five | 131 | mpfi | 3.13 | 3.40 | 8.3 | 140 | 5500 | 17 | 20 | 23875.0 |
| 8 | 0 | NaN | audi | gas | turbo | two | hatchback | 4wd | front | 99.5 | 178.2 | 67.9 | 52.0 | 3053 | ohc | five | 131 | mpfi | 3.13 | 3.40 | 7.0 | 160 | 5500 | 16 | 22 | NaN |
| 9 | 2 | 192 | bmw | gas | std | two | sedan | rwd | front | 101.2 | 176.8 | 64.8 | 54.3 | 2395 | ohc | four | 108 | mpfi | 3.50 | 2.80 | 8.8 | 101 | 5800 | 23 | 29 | 16430.0 |
| symboling | normalized-losses | make | fuel-type | aspiration | num-of-doors | body-style | drive-wheels | engine-location | wheel-base | length | width | height | curb-weight | engine-type | num-of-cylinders | engine-size | fuel-system | bore | stroke | compression-ratio | horsepower | peak-rpm | city-mpg | highway-mpg | price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 194 | -1 | 74 | volvo | gas | std | four | wagon | rwd | front | 104.3 | 188.8 | 67.2 | 57.5 | 3034 | ohc | four | 141 | mpfi | 3.78 | 3.15 | 9.5 | 114 | 5400 | 23 | 28 | 13415.0 |
| 195 | -2 | 103 | volvo | gas | std | four | sedan | rwd | front | 104.3 | 188.8 | 67.2 | 56.2 | 2935 | ohc | four | 141 | mpfi | 3.78 | 3.15 | 9.5 | 114 | 5400 | 24 | 28 | 15985.0 |
| 196 | -1 | 74 | volvo | gas | std | four | wagon | rwd | front | 104.3 | 188.8 | 67.2 | 57.5 | 3042 | ohc | four | 141 | mpfi | 3.78 | 3.15 | 9.5 | 114 | 5400 | 24 | 28 | 16515.0 |
| 197 | -2 | 103 | volvo | gas | turbo | four | sedan | rwd | front | 104.3 | 188.8 | 67.2 | 56.2 | 3045 | ohc | four | 130 | mpfi | 3.62 | 3.15 | 7.5 | 162 | 5100 | 17 | 22 | 18420.0 |
| 198 | -1 | 74 | volvo | gas | turbo | four | wagon | rwd | front | 104.3 | 188.8 | 67.2 | 57.5 | 3157 | ohc | four | 130 | mpfi | 3.62 | 3.15 | 7.5 | 162 | 5100 | 17 | 22 | 18950.0 |
| 199 | -1 | 95 | volvo | gas | std | four | sedan | rwd | front | 109.1 | 188.8 | 68.9 | 55.5 | 2952 | ohc | four | 141 | mpfi | 3.78 | 3.15 | 9.5 | 114 | 5400 | 23 | 28 | 16845.0 |
| 200 | -1 | 95 | volvo | gas | turbo | four | sedan | rwd | front | 109.1 | 188.8 | 68.8 | 55.5 | 3049 | ohc | four | 141 | mpfi | 3.78 | 3.15 | 8.7 | 160 | 5300 | 19 | 25 | 19045.0 |
| 201 | -1 | 95 | volvo | gas | std | four | sedan | rwd | front | 109.1 | 188.8 | 68.9 | 55.5 | 3012 | ohcv | six | 173 | mpfi | 3.58 | 2.87 | 8.8 | 134 | 5500 | 18 | 23 | 21485.0 |
| 202 | -1 | 95 | volvo | diesel | turbo | four | sedan | rwd | front | 109.1 | 188.8 | 68.9 | 55.5 | 3217 | ohc | six | 145 | idi | 3.01 | 3.40 | 23.0 | 106 | 4800 | 26 | 27 | 22470.0 |
| 203 | -1 | 95 | volvo | gas | turbo | four | sedan | rwd | front | 109.1 | 188.8 | 68.9 | 55.5 | 3062 | ohc | four | 141 | mpfi | 3.78 | 3.15 | 9.5 | 114 | 5400 | 19 | 25 | 22625.0 |